StakforgeLet's Talk
All capabilities

01 / AI & automation

Put AI into the work—not beside it.

We connect models, business context, tools, and review steps so AI becomes part of a dependable operating workflow—not another disconnected chat window.

Start a conversation

Explore the operating model

Turn high-friction decisions and repetitive workflows into reliable, human-centered systems.

AI & AUTOMATION / DECISION CIRCUITGround the model. Bound the action. Keep people in control.Illustrative reference model

Select any labeled entity to trace its inputs, downstream route, and control boundary.

Governed AI decision circuitUser intent, approved knowledge, and business context converge into grounding and reconciliation. A policy and permission gate routes the work to an evidenced answer, a scoped tool action, or a human reviewer. Traces and feedback inform evaluation.01 / INPUTS02 / GROUNDING03 / AUTHORITY04 / RESPONSEUSER INTENTtask + operating questionAPPROVED KNOWLEDGEretrievable evidenceBUSINESS CONTEXTroles + current stateEVIDENCE SETGround +reconcilecontext before outputPOLICY + PERMISSIONroute by authorityANSWER + EVIDENCEresponse with sourcesSCOPED TOOL ACTIONauthorized executionHUMAN REVIEWdecision + exceptionEVALUATION RECORDtrace · review · improve

When this becomes urgent

  • Promising AI pilots are not reaching production.
  • Teams spend too much time finding context and assembling routine decisions.
  • AI adoption is outpacing operating controls, evaluation, or permissions.

What we design and build

  • Assistants grounded in approved enterprise knowledge
  • Tool-using agents with explicit permissions and checkpoints
  • Workflow automation with confidence-based escalation
  • Evaluation, monitoring, and feedback systems

Related capabilities

Start with the hard part

Bring us the product idea, broken workflow, or data problem.

We’ll help determine what to build, how to build it, and what it will take to make it work in your environment.

Build What’s Next